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INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT International Peer Reviewed & Refereed Journals, Open Access Journal ISSN Approved Journal No: 2456-4184 | Impact factor: 8.76 | ESTD Year: 2016 Scholarly open access journals, Peer-reviewed, and Refereed Journals, Impact factor 8.76 (Calculate by google scholar and Semantic Scholar | AI-Powered Research Tool) , Multidisciplinary, Monthly, Indexing in all major database & Metadata, Citation Generator, Digital Object Identifier(DOI) |
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Issue: May 2024
Volume 9 | Issue 5
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| Paper Title: | Revolutionizing Image Duplicate Detection: Harnessing ResNet-50 with Spatial Transformers for Unprecedented Precision |
| Authors Name: | BHASKAR VIJAY KUMAR GOLUSU , NIRUPAMA RAJANA , RAGHU RAM ARJI , NAVANISH KILLAMSETTY , Prathi Naveena |
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IJNRD_218018
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| Published Paper Id: | IJNRD2404292 |
| Published In: | Volume 9 Issue 4, April-2024 |
| DOI: | |
| Abstract: | In the ever-expanding realm of digital imagery, the rapid generation and sharing of visual content have given rise to the challenge of detecting near-duplicate images efficiently and accurately. The project's primary objective is to develop a cutting-edge framework that leverages the advanced feature extraction capabilities of ResNet-50, a state-ofthe-art convolutional neural network (CNN), to identify image pairs that appear identical to the human eye but may subtly differ in content or context. Incorporating advanced image transformation techniques, our project seeks to develop a novel framework for detecting near-duplicate images. By leveraging deep representation learning methodologies, we aim to enhance the discernment process, fostering innovation in image recognition technologies. |
| Keywords: | Image duplicate detection, ResNet-50, spatial transformer, convolutional neural networks, near duplicate images, image similarity assessment, feature extraction, spatial transformation, image forensics, content management, intellectual property protection. |
| Cite Article: | "Revolutionizing Image Duplicate Detection: Harnessing ResNet-50 with Spatial Transformers for Unprecedented Precision", International Journal of Novel Research and Development (www.ijnrd.org), ISSN:2456-4184, Vol.9, Issue 4, page no.c521-c530, April-2024, Available :http://www.ijnrd.org/papers/IJNRD2404292.pdf |
| Downloads: | 00044 |
| ISSN: |
2456-4184 | IMPACT FACTOR: 8.76 Calculated By Google Scholar| ESTD YEAR: 2016 An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 8.76 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator |
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Published Paper ID:IJNRD2404292 Registration ID: 218018 Published In: Volume 9 Issue 4, April-2024 DOI (Digital Object Identifier): Page No: c521-c530 Country: Visakhapatnam, ANDHRA PRADESH, India Research Area: Information Technology Publisher : IJ Publication Published Paper URL : https://www.ijnrd.org/viewpaperforall?paper=IJNRD2404292 Published Paper PDF: https://www.ijnrd.org/papers/IJNRD2404292 |
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